{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 2: Estimating Water Ages and Travel Times using Phydrus\n",
    "*Authors: R.A. Collenteur & M. Vremec*\n",
    "\n",
    "---\n",
    "This notebook is part of a manuscript that is currently being prepared (spring 2020): \n",
    "\n",
    "*R.A. Collenteur, G. Brunetti, M. Vremec & J. Simunek (in preparation) Phydrus: a Python implementation of the Hydrus-1D model.*\n",
    "\n",
    "---\n",
    "In this Notebook the model constructed in the previous example is extended with solute transport module to \n",
    "\n",
    "1. calculate water ages of the water draining from the soil column. \n",
    "2. calculate the travel time distributions for each precipiation event\n",
    "---\n",
    "### 1. Import the Pydrus package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the necessary modules\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import phydrus as ps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Create the basic model\n",
    "In the following code block we recreate the model developed in Example 1. We add solute transport to the model to calculate the water ages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Folder where the Hydrus files are to be stored\n",
    "ws = \"output\"\n",
    "exe = os.path.join(os.getcwd(), \"../../hydrus\")\n",
    "\n",
    "# Create model\n",
    "ml = ps.Model(exe_name=exe, ws_name=ws, name=\"model\",\n",
    "              mass_units=\"mmol\", time_unit=\"days\", length_unit=\"cm\")\n",
    "\n",
    "ml.add_time_info(tinit=0, tmax=730)\n",
    "ml.add_waterflow(top_bc=3, bot_bc=4)\n",
    "\n",
    "# Add the process solute transport\n",
    "ml.add_solute_transport(lupw=True)\n",
    "\n",
    "# Add materials\n",
    "m = ml.get_empty_material_df(n=2)\n",
    "m.loc[0:2] = [[0.0, 0.3382, 0.0111, 1.4737, 13, 0.5, 1.5, 30.0, 1, 0],\n",
    "              [0.0, 0.3579, 0.0145, 1.5234, 50, 0.5, 1.5, 30.0, 1, 0]]\n",
    "ml.add_material(m)\n",
    "\n",
    "# Define loop for potential root water uptake distribution proposed by Hoffman and Van Genuchten\n",
    "def z_loop(z, r1=10, r2=20):\n",
    "    if z > -r1:\n",
    "        return 1\n",
    "    elif z < -(r1 + r2):\n",
    "        return 0\n",
    "    else:\n",
    "        return(z + (r1 + r2)) / r2\n",
    "\n",
    "bottom = [-30, -100]  # Depth of the soil column\n",
    "nodes = 150  # Dictretize into n nodes\n",
    "ihead = -500  # Determine initial pressure head\n",
    "\n",
    "profile = ps.create_profile(bot=bottom, dx=1, h=ihead, conc=1e-10, mat=[1,2], lay=[1,2])\n",
    "profile[\"Beta\"] = profile.apply(lambda row: z_loop(row[\"x\"]), axis=1)\n",
    "ml.add_profile(profile)\n",
    "\n",
    "#ml.add_root_uptake(model=0, crootmax=100, omegac=0, p2h=-1500, p2l=-1500, poptm=[-25, -25])\n",
    "\n",
    "ml.add_obs_nodes([-30, -60])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Add materials & Solutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sol = ml.get_empty_solute_df()\n",
    "sol.loc[:, \"beta\"] = 1.0\n",
    "ml.add_solute(sol,difw=1e-9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Add atmosphere boundary conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "atm = pd.read_csv(\"../data/atmosphere.csv\", index_col=0)\n",
    "atm[\"cBot\"] = 0.0\n",
    "atm[\"cTop\"] = 0.0\n",
    "atm.loc[0, \"cTop\"] = 1.0\n",
    "ml.add_atmospheric_bc(atm, hcrits=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CompletedProcess(args=['/Users/Raoul/Projects/phydrus/examples/phydrus_paper/Ex2/../../hydrus', 'output', '-1'], returncode=0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write the input and check if the model simulates\n",
    "ml.write_input()\n",
    "ml.simulate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Calculate the water ages\n",
    "In the following code block we calculate the water ages for the water draining from the soil column. To do this, virtual tracers are used to track the flow of water through the soil. The model is run for each precipitation event with a solute concentration of 1 is given to each precipitation event, while the concentration is set to zero for the other events. This requires us to run the model N number of times, where N is the number of precipitation events. This can easily be done using a Python for-loop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {}\n",
    "data2 = {}\n",
    "\n",
    "for i in atm.loc[:365].loc[atm.loc[:365, \"Prec\"] > 0].index:\n",
    "    try:\n",
    "        ml.atmosphere.loc[:, \"cTop\"] = 0\n",
    "        ml.atmosphere.loc[i, \"cTop\"] = 1\n",
    "        ml.write_atmosphere(verbose=True);\n",
    "        ml.simulate()\n",
    "        s = ml.read_solutes()\n",
    "        data[i] = s.loc[:, \"cvBot\"]\n",
    "        data2[i] = s.loc[:, \"cBot\"]\n",
    "    except:\n",
    "        # Just to check if the model fails\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Preprocess the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "q = -ml.read_tlevel()[\"vBot\"]\n",
    "df = -pd.DataFrame.from_dict(data, orient=\"columns\")\n",
    "df = df.dropna(axis=1)\n",
    "\n",
    "df2 = pd.DataFrame.from_dict(data2, orient=\"columns\")\n",
    "df2.index = df2.index.astype(float).astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7. Make plot of water ages in recharge flux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(1,1, figsize=(14,6), sharex=True)\n",
    "\n",
    "cmap = plt.cm.get_cmap('viridis')\n",
    "cmap.set_under('w')\n",
    "cmap.set_over(\"w\")\n",
    "a = cmap(np.linspace(0, 1, 365))\n",
    "\n",
    "# Plot the recharge and water age\n",
    "ax1.stackplot(df.index, df.values.T, edgecolor=\"\", linewidth=0, colors=a[df.columns.astype(float).astype(int)]);\n",
    "q.plot(ax=ax1, color=\"k\")\n",
    "ax1.set_xlim(0)\n",
    "ax1.set_ylim(0, 1.2)\n",
    "ax1.set_yticks([0, 0.5, 1])\n",
    "plt.xlabel(\"Time [Days]\")\n",
    "plt.ylabel(\"Drainage [cm/day]\")\n",
    "\n",
    "# Plot the Precipitation data\n",
    "ax2 = ax1.twinx()\n",
    "(-atm.Prec.iloc[:365]).plot.bar(ax=ax2, color=a,edgecolor=\"k\", width=2)\n",
    "#(-atm.Prec.iloc[365:]).plot.bar(ax=ax2, sharex=ax1, color=\"w\", edgecolor=\"k\", width=2)\n",
    "ax2.bar(atm.Prec.iloc[365:].index, -atm.Prec.iloc[365:], color=\"w\", edgecolor=\"k\", width=1.5)\n",
    "ax2.set_ylabel(\"Precipitation [cm/day]\")\n",
    "ax2.set_ylim(-16, 0)\n",
    "ax2.set_yticks([0,-2,-4])\n",
    "ax2.set_xlim(0,550)\n",
    "plt.xticks([0, 180, 365, 550], [\"Jan-07\", \"Jul-07\", \"Jan-08\", \"Jul-08\"])\n",
    "\n",
    "# Plot Colorbar\n",
    "norm  = mpl.colors.Normalize(vmin=0, vmax=365)\n",
    "axl = fig.add_axes([0.54, 0.70, 0.3, 0.02])\n",
    "cb1 = mpl.colorbar.ColorbarBase(axl, cmap=cmap, norm=norm, orientation='horizontal', extend=\"both\", \n",
    "                                ticks=[0,365], label=\"Date precipitation event [Days]\")\n",
    "cb1.ax.set_xticklabels([\"Jan\\n07\", \"Jan\\n08\"]);\n",
    "\n",
    "#plt.savefig(\"../../figures/water_ages.eps\", bbox_inches=\"tight\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8. Make a plot of the Travel Time Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1, figsize=(7, 5))\n",
    "\n",
    "left, bottom, width, height = [0.50, 0.5, 0.38, 0.35]\n",
    "ax2 = fig.add_axes([left, bottom, width, height])\n",
    "\n",
    "for i in df2.columns:\n",
    "    d = df2.loc[i:, i]\n",
    "    d = d / d.cumsum().iloc[-1]\n",
    "    d.index = range(len(d.index))\n",
    "    d.plot(color=[a[i]], ax=ax)\n",
    "    \n",
    "    d = d.cumsum()/d.cumsum().iloc[-1]\n",
    "    d.plot(color=[a[i]], ax=ax2)\n",
    "\n",
    "ax.set_xticks([0, 180, 365])\n",
    "ax.set_xticklabels([\"0\", \"Time since event [Days]\", \"365\"])\n",
    "ax.set_xlim(0, 365)\n",
    "ax.set_ylim(0, 0.014);\n",
    "ax.set_yticks([0, 0.007, 0.014])\n",
    "ax.set_ylabel(\"Travel Time Distribution (TTD) [-]\")\n",
    "\n",
    "ax2.set_xlim(0, 365)\n",
    "ax2.set_ylim(0);\n",
    "ax2.set_xticks([0, 180, 365])\n",
    "ax2.set_xticklabels([\"0\", \"Time since event [Days]\", \"365\"])\n",
    "ax2.set_yticks([0, 0.5, 1])\n",
    "ax2.set_ylabel(\"Cum. TTD [-]\")\n",
    "\n",
    "# Plot Colorbar\n",
    "axl = fig.add_axes([0.92, 0.125, 0.01, 0.755])\n",
    "norm  = mpl.colors.Normalize(vmin=0, vmax=365)\n",
    "cb1 = mpl.colorbar.ColorbarBase(axl, cmap=cmap, norm=norm, orientation='vertical',\n",
    "                                ticks=[0,365], label=\"Date precipitation event [Days]\")\n",
    "cb1.ax.set_yticklabels([\"Jan\\n07\", \"Jan\\n08\"]);\n",
    "\n",
    "#plt.savefig(\"../../figures/mttd_curves.eps\", bbox_inches=\"tight\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
